diff --git a/more.html b/more.html
index 33390f3..d0357cb 100644
--- a/more.html
+++ b/more.html
@@ -141,7 +141,7 @@ <h3>Software Engineer(DevOps) - DataJoint</h3>
               <b class="italic-text">* CI/CD: </b> Developed generic <b>Github Actions</b> reusable workflows used by <b>30+</b> repositories followed by <a href="https://www.conventionalcommits.org/en/v1.0.0/">Conventional Commits</a>, <a href="https://learn.microsoft.com/en-us/devops/develop/how-microsoft-develops-devops">Release Flow</a> and <a href="https://opengitops.dev/">GitOps</a> best practices, to automate build, test, release, publish private or open-source <b>Python</b> packages[<a href="https://pypi.org/search/?q=datajoint">PyPI</a>] or deploy <b>Docker</b> images[<a href="https://hub.docker.com/u/datajoint">Dockerhub</a>].
           </div>
           <div>
-              <b class="italic-text">* Kubernetes: </b> Provisioned Kubernetes clusters for development, staging and production environments using <b>k3d or kOps</b>. Developed utility <b>bash</b> scripts with <b>helm</b> and <b>kubectl</b> to manage Kubernetes clusters more efficiently, including configuring <b>Nginx ingress</b> controller, cert manager with <b>Let's encrypt</b> issuer, <b>Cillium</b> Container Network Interface(CNI), IAM Roles for Service Account(<b>IRSA</b>), <b>Cluster Autoscaler</b>, AWS Elastic Load Balancer(<b>ELB</b>) or deploying applications like Percona XtraDB Clusters, Keycloak, JupyterHub, Flask and ReactJS based web application, etc.
+              <b class="italic-text">* Kubernetes: </b> Provisioned Kubernetes clusters hosted on EC2 instances for development, staging and production environments using <b>k3d or kOps</b>. Developed utility <b>bash</b> scripts with <b>helm</b> and <b>kubectl</b> to manage Kubernetes clusters more efficiently, including configuring <b>Nginx ingress</b> controller, cert manager with <b>Let's encrypt</b> issuer, <b>Cillium</b> Container Network Interface(CNI), IAM Roles for Service Account(<b>IRSA</b>), <b>Cluster Autoscaler</b>, AWS Elastic Load Balancer(<b>ELB</b>) or deploying applications like Percona XtraDB Clusters, Keycloak, JupyterHub, Flask and ReactJS based web application, etc.
           </div>
           <div>
               <b class="italic-text">* Ephemeral Worker Clusters: </b> Designed and developed a worker lifecycle manager using Python within one month to fulfill an <b>urgent</b> business requirement. This development <b>polls</b> jobs from a MySQL database, then provisions and configures ephemeral EC2 instances by <b>Packer(pre-build AMI), Terraform and cloud-init</b> to compute jobs <b>at scale</b>; implemented AWS S3 mount to significantly reduce raw data downloading <b>overhead</b> and added EFS as a file cache for intermediate steps to improve computation <b>failover</b>; configured <b>NVIDIA CUDA toolkit</b> and <b>NVIDIA container runtime</b> for <b>GPU</b> workers.
diff --git a/raw-resume.html b/raw-resume.html
index 5a0f993..542b7be 100644
--- a/raw-resume.html
+++ b/raw-resume.html
@@ -52,7 +52,7 @@ <h5>Experience</h5>
                 <b class="italic-text">* CI/CD: </b> Developed generic <b>Github Actions</b> reusable workflows used by <b>30+</b> repositories followed by <a href="https://www.conventionalcommits.org/en/v1.0.0/">Conventional Commits</a>, <a href="https://learn.microsoft.com/en-us/devops/develop/how-microsoft-develops-devops">Release Flow</a> and <a href="https://opengitops.dev/">GitOps</a> best practices, to automate build, test, release, publish private or open-source <b>Python</b> packages[<a href="https://pypi.org/search/?q=datajoint">PyPI</a>] or deploy <b>Docker</b> images[<a href="https://hub.docker.com/u/datajoint">Dockerhub</a>].
             </div>
             <div>
-                <b class="italic-text">* Kubernetes: </b> Provisioned Kubernetes clusters for development, staging and production environments using <b>k3d or kOps</b>. Developed utility <b>bash</b> scripts with <b>helm</b> and <b>kubectl</b> to manage Kubernetes clusters more efficiently, including configuring <b>Nginx ingress</b> controller, cert manager with <b>Let's encrypt</b> issuer, <b>Cillium</b> Container Network Interface(CNI), IAM Roles for Service Account(<b>IRSA</b>), <b>Cluster Autoscaler</b>, AWS Elastic Load Balancer(<b>ELB</b>) or deploying applications like Percona XtraDB Clusters, Keycloak, JupyterHub, Flask and ReactJS based web application, etc.
+                <b class="italic-text">* Kubernetes: </b> Provisioned Kubernetes clusters hosted on EC2 instances for development, staging and production environments using <b>k3d or kOps</b>. Developed utility <b>bash</b> scripts with <b>helm</b> and <b>kubectl</b> to manage Kubernetes clusters more efficiently, including configuring <b>Nginx ingress</b> controller, cert manager with <b>Let's encrypt</b> issuer, <b>Cillium</b> Container Network Interface(CNI), IAM Roles for Service Account(<b>IRSA</b>), <b>Cluster Autoscaler</b>, AWS Elastic Load Balancer(<b>ELB</b>) or deploying applications like Percona XtraDB Clusters, Keycloak, JupyterHub, Flask and ReactJS based web application, etc.
             </div>
             <div>
                 <b class="italic-text">* Ephemeral Worker Clusters: </b> Designed and developed a worker lifecycle manager using Python within one month to fulfill an <b>urgent</b> business requirement. This development <b>polls</b> jobs from a MySQL database, then provisions and configures ephemeral EC2 instances by <b>Packer(pre-build AMI), Terraform and cloud-init</b> to compute jobs <b>at scale</b>; implemented AWS S3 mount to significantly reduce raw data downloading <b>overhead</b> and added EFS as a file cache for intermediate steps to improve computation <b>failover</b>; configured <b>NVIDIA CUDA toolkit</b> and <b>NVIDIA container runtime</b> for <b>GPU</b> workers.
diff --git a/resume/drewyang_resume.pdf b/resume/drewyang_resume.pdf
index e82eb51..21b4730 100644
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